Several books on Statistical Learning

Learning with Kernels

The statistical learning theory, a comprehensive textbook of kernel and SVM, is widely discussed.

Applied multivariate statistical analysis (5th ed .)

A good textbook for multivariate statistical analysis

Statistical Pattern Recognition

A comprehensive summary of statistical learning methods related to Pattern Recognition

Pattern Classification (2nd ed .)

Comprehensive textbooks on Pattern Recognition

Statistical Learning Theory

Profound discussion of the theoretical basis of statistical learning

The nature of Statistical Learning Theory

Essential elements of Statistical Learning Theory